The gleaming metal of the car mocked him. He'd spotted the wallet lying near the curb, a tempting target in the afternoon sun. He picked it up, feeling the familiar tightening in his chest, that familiar burn of discontent. This was someone else’s good fortune; someone else’s ease.

He pictured the owner, some privileged jerk likely rolling in money and getting everything handed to him. The image fed the dark current that ran beneath his skin. He shoved the wallet in his jacket and kicked the tire of the car, the metal of his shoe making a jarring impact.

He wanted to scream at the world, at its unfairness, at his own misfortunes. He wanted to watch everything around him burn, the anger a roaring fire in his gut. The rich man’s face flashed in his mind. He would not be the bigger person. Not today.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262